{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/fine-grained-visual-recognition-with-salient","title":"Fine-grained visual recognition with salient feature detection","arxiv_id":"1808.03935","date":"2018-08-12","proceeding":null,"authors":["Hui Feng","Shan-Shan Wang","Shuzhi Sam Ge"],"abstract":"Computer vision based fine-grained recognition has received great attention\nin recent years. Existing works focus on discriminative part localization and\nfeature learning. In this paper, to improve the performance of fine-grained\nrecognition, we try to precisely locate as many salient parts of object as\npossible at first. Then, we figure out the classification probability that can\nbe obtained by using separate parts for object classification. Finally, through\nextracting efficient features from each part and combining them, then feeding\nto a classifier for recognition, an improved accuracy over state-of-art\nalgorithms has been obtained on CUB200-2011 bird dataset.","url_abs":"http://arxiv.org/abs/1808.03935v2","url_pdf":"http://arxiv.org/pdf/1808.03935v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"fine-grained-visual-recognition-with-salient","repo_url":"https://github.com/wuyun8210/partdetection","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"fine-grained-visual-recognition","task_name":"Fine-Grained Visual Recognition"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"object","task_name":"Object"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1808.03935","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}